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Walt Woods

9 papers hereh-index 7234 citations28 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author1
  • first author3
  • middle author3
  • last author2

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LG6
  • cs.ET2
  • cs.SI1

identity via Semantic Scholar / OpenAlex

activity
20172024
most citedAdversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness

49 citations · 76 across the 8 of their papers we have counts for

collaborators
Showing 2024Show all

2 papers · 1 filter

cs.LG2024

Criticality and Safety Margins for Reinforcement Learning

Alexander Grushin, Walt Woods, Alvaro Velasquez +1

State of the art reinforcement learning methods sometimes encounter unsafe situations. Identifying when these situations occur is of interest both for post-hoc analysis and during…

cs.LG2024★ 2 cited

Combining AI Control Systems and Human Decision Support via Robustness and Criticality

Walt Woods, Alexander Grushin, Simon Khan +1

AI-enabled capabilities are reaching the requisite level of maturity to be deployed in the real world, yet do not always make correct or safe decisions. One way of addressing these…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.